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Experiments

Collection of scripts to reproduce experiments presented in the paper.

Run all scripts from project root directory (containing License, setup.py etc), i.e. /path/to/rl_cbf

Training

Run experiments on CartPole:

bash experiments/training/cartpole_multiple_seeds.sh 

Evaluation

Here we explain how to reproduce figures from the paper.

One pre-trained checkpoint per experimental setting is available in experiments/artifacts/checkpoints.

Metrics for 5 seeded runs of each experimental setting is available in experiments/artifacts/data/metrics.csv

Collection of pre-generated plots is available in experiments/artifacts/plots. They are generated as follows:

bash experiments/generate_plots.sh